{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This script visualizes daily temperatures calculated using driver data from the example folder and measured data from the corresponding permafrost monitoring station. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we load calculated temperatures and measured data. The length of the time series defined by the length of the calculated time series (denoted by n1). In our case its 1 yr (365 days). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "calculated data size (rows, cols): 730 16\n",
      "measured data size: 757 12\n"
     ]
    }
   ],
   "source": [
    "calc_file='dump/result.txt'\n",
    "calc_data = np.loadtxt(calc_file, skiprows=0,  unpack=False)\n",
    "meas_file='mesres.txt'\n",
    "meas_data=np.loadtxt(meas_file, skiprows=0,  unpack=False)\n",
    "[n1,n2]=calc_data.shape # n1: time series lenght; n2: number cols in the file\n",
    "[n3,n4]=meas_data.shape # n3: time series lenght; n4: number of measurements\n",
    "print 'calculated data size (rows, cols):',n1,n2\n",
    "print 'measured data size:',n3,n4"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load grid file and set grid and vizualization depths"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('number of grid points:', 176)\n",
      "('number of outputs:', 12)\n",
      "('output indexes:', [39, 48, 51, 55, 58, 62, 66, 70, 74, 81, 89, 97])\n",
      "output depth values:\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([ 0.  ,  0.08,  0.14,  0.22,  0.28,  0.36,  0.44,  0.52,  0.6 ,\n",
       "        0.74,  0.9 ,  1.15])"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grid_file='in/grid.txt'\n",
    "grid_data = np.loadtxt(grid_file, comments='#',  unpack=False)\n",
    "m=int(grid_data[0])                 # number of vertical grid points\n",
    "print ('number of grid points:',m)\n",
    "                                    # Note: grid runs from grid_data[1] not o  \n",
    "nm= int(grid_data[m+1])             # number of output grid point \n",
    "print ('number of outputs:',nm)\n",
    "ind=np.zeros(nm)\n",
    "ind=map(int, grid_data[m+2:m+nm+2]) # indexes of output points\n",
    "print ('output indexes:',ind) \n",
    "print ('output depth values:') # visualized grid points (depths)\n",
    "grid_data[ind]\n",
    "#0\t0.087 m\t0.137 m\t0.213 m\t0.289 m\t0.363 m\t0.441 m\t0.517 m\t0.594 m\t0.745 m\t0.899 m\t1.114 m\n",
    "#39, 48,       51,     55,     59,     62,     66,     70,     74,     81,  89,     97"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Matching up measured and calculated results with the corresponding depth"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "shape of calc data (730, 12)\n",
      "shape of meas data (730, 12)\n"
     ]
    }
   ],
   "source": [
    "calc_tair=calc_data[:,2]\n",
    "calc_snd=calc_data[:,3]\n",
    "calc_viz=calc_data[:,4:n2]\n",
    "#meas_tair=meas_data[:,0]\n",
    "meas_viz=meas_data[0:n1,0:n4]\n",
    "print 'shape of calc data', calc_viz.shape\n",
    "print 'shape of meas data', meas_viz.shape\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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DhvRpGQd0DdupuQhqgqjeE7ATQpAh/CQMSXNSG3en69xQkEc40tjrvV97dAnXPbNyv8d9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1b4ASBAGjJIW+bcdZrDkIKRLmrNhDePUeqgLjkQQmsPfAVwAEeLNoEz3IrC2E1Y8Eq5Qa6y5u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\nYII=\n",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 6))\n",
    "plt.subplot(2,1,1)\n",
    "plt.plot(calc_viz);\n",
    "plt.title('calculated')\n",
    "plt.legend(grid_data[ind])\n",
    "plt.subplot(2,1,2)\n",
    "plt.plot(meas_viz);\n",
    "plt.legend(grid_data[ind])\n",
    "plt.title('measured');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualizing measured and calculated data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def plot_meas_vs_calc(calc,meas,vdepth):\n",
    "    plt.plot(calc,'b',meas,'r--',linewidth=2.0)\n",
    "    RMSE=np.sqrt(np.mean((calc-meas)**2))\n",
    "    plt.title('depth:'+str(vdepth)+',  RMSE:'+str(round(RMSE,3)),fontsize=16 )\n",
    "    plt.xlim([0, len(calc_viz)]);\n",
    "    plt.ylabel('temperatures [C]', fontsize=16);\n",
    "    plt.xlabel('time [days]',  fontsize=16);\n",
    "    plt.tick_params(labelsize=16)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ploting measured (in dash red) and calculated (is solid blue) temprature time series."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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TVdG2dJ8t0A1zU12PqXyagHmQfweo5OPzz2gZ4tFuAl4F5zyuxdcywUc7z+/5GozScrlb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\nQmCC\n",
      "text/plain": [
       "<Figure size 1100x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "fig.set_figheight(6); fig.set_figwidth(11)\n",
    "ii=[2,6,8,10] # visualizing for depth index ii, where ii in [1,11]\n",
    "for i in range(4):\n",
    "    k=ii[i]\n",
    "    fig.add_subplot(2,2,i+1)\n",
    "    plot_meas_vs_calc(calc_viz[:,k-1],meas_viz[:,k-1],grid_data[ind[k]])\n",
    "plt.legend(['calc','meas'],fontsize=16)\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
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